{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading required package: MASS\n",
      "Loading required package: strucchange\n",
      "Loading required package: zoo\n",
      "\n",
      "Attaching package: ‘zoo’\n",
      "\n",
      "The following objects are masked from ‘package:base’:\n",
      "\n",
      "    as.Date, as.Date.numeric\n",
      "\n",
      "Loading required package: sandwich\n",
      "Loading required package: urca\n",
      "Loading required package: lmtest\n",
      "Loading required package: xts\n",
      "Loading required package: TTR\n",
      "Version 0.4-0 included new data defaults. See ?getSymbols.\n"
     ]
    }
   ],
   "source": [
    "library(readr)\n",
    "library(vars)\n",
    "library(forecast)\n",
    "library(quantmod)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Parsed with column specification:\n",
      "cols(\n",
      "  date = col_character(),\n",
      "  gdp = col_double(),\n",
      "  gdp_rate = col_double(),\n",
      "  year = col_double(),\n",
      "  close = col_double(),\n",
      "  trade_times = col_double(),\n",
      "  trade_money = col_double()\n",
      ")\n"
     ]
    }
   ],
   "source": [
    "sg.data <- read_csv(\"../data/stock_gdp.csv\")\n",
    "def.par <- par(no.readonly = TRUE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>date</th><th scope=col>gdp</th><th scope=col>gdp_rate</th><th scope=col>year</th><th scope=col>close</th><th scope=col>trade_times</th><th scope=col>trade_money</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>2013Q3      </td><td>152905.3    </td><td>0.10303617  </td><td>2013        </td><td>2085.305    </td><td>11959309544 </td><td>100387124800</td></tr>\n",
       "\t<tr><td>2013Q4      </td><td>168625.1    </td><td>0.10596390  </td><td>2013        </td><td>2169.776    </td><td>10879560013 </td><td> 95360694574</td></tr>\n",
       "\t<tr><td>2014Q1      </td><td>140618.3    </td><td>0.08378845  </td><td>2014        </td><td>2051.636    </td><td>10220302359 </td><td> 86478210013</td></tr>\n",
       "\t<tr><td>2014Q2      </td><td>156461.3    </td><td>0.08678586  </td><td>2014        </td><td>2049.465    </td><td> 8477278433 </td><td> 68661667068</td></tr>\n",
       "\t<tr><td>2014Q3      </td><td>165711.9    </td><td>0.08375511  </td><td>2014        </td><td>2203.498    </td><td>16178101255 </td><td>134330501971</td></tr>\n",
       "\t<tr><td>2014Q4      </td><td>181182.5    </td><td>0.07446934  </td><td>2014        </td><td>2641.362    </td><td>34052695423 </td><td>319529243631</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|lllllll}\n",
       " date & gdp & gdp\\_rate & year & close & trade\\_times & trade\\_money\\\\\n",
       "\\hline\n",
       "\t 2013Q3       & 152905.3     & 0.10303617   & 2013         & 2085.305     & 11959309544  & 100387124800\\\\\n",
       "\t 2013Q4       & 168625.1     & 0.10596390   & 2013         & 2169.776     & 10879560013  &  95360694574\\\\\n",
       "\t 2014Q1       & 140618.3     & 0.08378845   & 2014         & 2051.636     & 10220302359  &  86478210013\\\\\n",
       "\t 2014Q2       & 156461.3     & 0.08678586   & 2014         & 2049.465     &  8477278433  &  68661667068\\\\\n",
       "\t 2014Q3       & 165711.9     & 0.08375511   & 2014         & 2203.498     & 16178101255  & 134330501971\\\\\n",
       "\t 2014Q4       & 181182.5     & 0.07446934   & 2014         & 2641.362     & 34052695423  & 319529243631\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "date | gdp | gdp_rate | year | close | trade_times | trade_money | \n",
       "|---|---|---|---|---|---|\n",
       "| 2013Q3       | 152905.3     | 0.10303617   | 2013         | 2085.305     | 11959309544  | 100387124800 | \n",
       "| 2013Q4       | 168625.1     | 0.10596390   | 2013         | 2169.776     | 10879560013  |  95360694574 | \n",
       "| 2014Q1       | 140618.3     | 0.08378845   | 2014         | 2051.636     | 10220302359  |  86478210013 | \n",
       "| 2014Q2       | 156461.3     | 0.08678586   | 2014         | 2049.465     |  8477278433  |  68661667068 | \n",
       "| 2014Q3       | 165711.9     | 0.08375511   | 2014         | 2203.498     | 16178101255  | 134330501971 | \n",
       "| 2014Q4       | 181182.5     | 0.07446934   | 2014         | 2641.362     | 34052695423  | 319529243631 | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "  date   gdp      gdp_rate   year close    trade_times trade_money \n",
       "1 2013Q3 152905.3 0.10303617 2013 2085.305 11959309544 100387124800\n",
       "2 2013Q4 168625.1 0.10596390 2013 2169.776 10879560013  95360694574\n",
       "3 2014Q1 140618.3 0.08378845 2014 2051.636 10220302359  86478210013\n",
       "4 2014Q2 156461.3 0.08678586 2014 2049.465  8477278433  68661667068\n",
       "5 2014Q3 165711.9 0.08375511 2014 2203.498 16178101255 134330501971\n",
       "6 2014Q4 181182.5 0.07446934 2014 2641.362 34052695423 319529243631"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tail(sg.data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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GAUta7aXGvu4rLFz1/7tZlExajuiL7jov3ioPxBi8oWna49TUTDNcP7qvt6eH+h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\njyVWx8bYPYk9PtbXK/Tq9UAA+xA5UZeuWAworhBL7JrAmmnB7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hk1g4odgKuIrJhTczk1V+Trh7KYdQL62FyzeTA7+G763XN/aE9iz/HM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",
      "text/plain": [
       "Plot with title “[1998-01-01/2015-01-01]”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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692HxFJGWn/gP6N+rRaUWmunJs/97ag25qNOGJG/GLUix8Wf/jAtQf+Fve3GGnM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S0mmaaT2rsa+2vfpJ5yebRmwKp2UXQILR0/p2NoJMlg8AACAASURBVPSl2BpXzRgF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\nDgAAAIAnUNgBAAAA8MT/AA52bHipRJojAAAAAElFTkSuQmCC",
      "text/plain": [
       "Plot with title “[1998-01-01/2015-01-01]”"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "GDPRate <- ts(sg.data$gdp_rate, start=1998, end=2015, frequency=4)\n",
    "StockClose <- ts(sg.data$close, start=1998, end=2015, frequency=4)\n",
    "chartSeries(GDPRate, theme = chartTheme(\"white\"))\n",
    "addTA(StockClose)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Augmented Dickey-Fuller Test \n",
      "alternative: stationary \n",
      " \n",
      "Type 1: no drift no trend \n",
      "     lag   ADF p.value\n",
      "[1,]   0 -3.81    0.01\n",
      "[2,]   1 -5.03    0.01\n",
      "[3,]   2 -4.95    0.01\n",
      "[4,]   3 -5.58    0.01\n",
      "Type 2: with drift no trend \n",
      "     lag   ADF p.value\n",
      "[1,]   0 -3.79    0.01\n",
      "[2,]   1 -5.02    0.01\n",
      "[3,]   2 -4.94    0.01\n",
      "[4,]   3 -5.58    0.01\n",
      "Type 3: with drift and trend \n",
      "     lag   ADF p.value\n",
      "[1,]   0 -3.74  0.0279\n",
      "[2,]   1 -4.97  0.0100\n",
      "[3,]   2 -4.89  0.0100\n",
      "[4,]   3 -5.54  0.0100\n",
      "---- \n",
      "Note: in fact, p.value = 0.01 means p.value <= 0.01 \n",
      "Augmented Dickey-Fuller Test \n",
      "alternative: stationary \n",
      " \n",
      "Type 1: no drift no trend \n",
      "     lag   ADF p.value\n",
      "[1,]   0 -2.88  0.0100\n",
      "[2,]   1 -3.73  0.0100\n",
      "[3,]   2 -2.91  0.0100\n",
      "[4,]   3 -2.43  0.0174\n",
      "Type 2: with drift no trend \n",
      "     lag   ADF p.value\n",
      "[1,]   0 -2.99  0.0440\n",
      "[2,]   1 -3.88  0.0100\n",
      "[3,]   2 -3.10  0.0343\n",
      "[4,]   3 -2.67  0.0889\n",
      "Type 3: with drift and trend \n",
      "     lag   ADF p.value\n",
      "[1,]   0 -3.13  0.1162\n",
      "[2,]   1 -3.97  0.0168\n",
      "[3,]   2 -3.20  0.0957\n",
      "[4,]   3 -2.76  0.2628\n",
      "---- \n",
      "Note: in fact, p.value = 0.01 means p.value <= 0.01 \n"
     ]
    }
   ],
   "source": [
    "# ADF检验\n",
    "library(aTSA)\n",
    "stationary.test(diff(sg.data$close), method = \"adf\")\n",
    "stationary.test(diff(sg.data$trade_times), method = \"adf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "sg.data['Dclose'] <- c(140.53547235577, diff(sg.data$close))\n",
    "sg.data['Dtrade_times'] <- c(450000355.048077, diff(sg.data$trade_times))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<dl>\n",
       "\t<dt>$selection</dt>\n",
       "\t\t<dd><dl class=dl-horizontal>\n",
       "\t<dt>AIC(n)</dt>\n",
       "\t\t<dd>2</dd>\n",
       "\t<dt>HQ(n)</dt>\n",
       "\t\t<dd>2</dd>\n",
       "\t<dt>SC(n)</dt>\n",
       "\t\t<dd>1</dd>\n",
       "\t<dt>FPE(n)</dt>\n",
       "\t\t<dd>2</dd>\n",
       "</dl>\n",
       "</dd>\n",
       "\t<dt>$criteria</dt>\n",
       "\t\t<dd><table>\n",
       "<thead><tr><th></th><th scope=col>1</th><th scope=col>2</th><th scope=col>3</th><th scope=col>4</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>AIC(n)</th><td>5.466385e+01</td><td>5.454749e+01</td><td>5.458324e+01</td><td>5.464253e+01</td></tr>\n",
       "\t<tr><th scope=row>HQ(n)</th><td>5.474358e+01</td><td>5.468038e+01</td><td>5.476929e+01</td><td>5.488173e+01</td></tr>\n",
       "\t<tr><th scope=row>SC(n)</th><td>5.486624e+01</td><td>5.488481e+01</td><td>5.505550e+01</td><td>5.524972e+01</td></tr>\n",
       "\t<tr><th scope=row>FPE(n)</th><td>5.498779e+23</td><td>4.897226e+23</td><td>5.081163e+23</td><td>5.402299e+23</td></tr>\n",
       "</tbody>\n",
       "</table>\n",
       "</dd>\n",
       "</dl>\n"
      ],
      "text/latex": [
       "\\begin{description}\n",
       "\\item[\\$selection] \\begin{description*}\n",
       "\\item[AIC(n)] 2\n",
       "\\item[HQ(n)] 2\n",
       "\\item[SC(n)] 1\n",
       "\\item[FPE(n)] 2\n",
       "\\end{description*}\n",
       "\n",
       "\\item[\\$criteria] \\begin{tabular}{r|llll}\n",
       "  & 1 & 2 & 3 & 4\\\\\n",
       "\\hline\n",
       "\tAIC(n) & 5.466385e+01 & 5.454749e+01 & 5.458324e+01 & 5.464253e+01\\\\\n",
       "\tHQ(n) & 5.474358e+01 & 5.468038e+01 & 5.476929e+01 & 5.488173e+01\\\\\n",
       "\tSC(n) & 5.486624e+01 & 5.488481e+01 & 5.505550e+01 & 5.524972e+01\\\\\n",
       "\tFPE(n) & 5.498779e+23 & 4.897226e+23 & 5.081163e+23 & 5.402299e+23\\\\\n",
       "\\end{tabular}\n",
       "\n",
       "\\end{description}\n"
      ],
      "text/markdown": [
       "$selection\n",
       ":   AIC(n)\n",
       ":   2HQ(n)\n",
       ":   2SC(n)\n",
       ":   1FPE(n)\n",
       ":   2\n",
       "\n",
       "\n",
       "$criteria\n",
       ":   \n",
       "| <!--/--> | 1 | 2 | 3 | 4 | \n",
       "|---|---|---|---|\n",
       "| AIC(n) | 5.466385e+01 | 5.454749e+01 | 5.458324e+01 | 5.464253e+01 | \n",
       "| HQ(n) | 5.474358e+01 | 5.468038e+01 | 5.476929e+01 | 5.488173e+01 | \n",
       "| SC(n) | 5.486624e+01 | 5.488481e+01 | 5.505550e+01 | 5.524972e+01 | \n",
       "| FPE(n) | 5.498779e+23 | 4.897226e+23 | 5.081163e+23 | 5.402299e+23 | \n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "$selection\n",
       "AIC(n)  HQ(n)  SC(n) FPE(n) \n",
       "     2      2      1      2 \n",
       "\n",
       "$criteria\n",
       "                  1            2            3            4\n",
       "AIC(n) 5.466385e+01 5.454749e+01 5.458324e+01 5.464253e+01\n",
       "HQ(n)  5.474358e+01 5.468038e+01 5.476929e+01 5.488173e+01\n",
       "SC(n)  5.486624e+01 5.488481e+01 5.505550e+01 5.524972e+01\n",
       "FPE(n) 5.498779e+23 4.897226e+23 5.081163e+23 5.402299e+23\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sub_sg <- subset(sg.data, select = c(\"Dclose\", \"Dtrade_times\"))\n",
    "VARselect(sub_sg, lag.max=4, type='const')\n",
    "var.2c <- VAR(sub_sg, p=1, type = \"const\")\n",
    "# summary(var.2c)\n",
    "# plot(var.2c)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 因果检验\n",
    "\n",
    "Causality Analysis(Using the vars package Dr. Bernhard Pfaff, Kronberg im Taunus)\n",
    "\n",
    ">Often researchers are interested in the detection of causalities between\n",
    "variables. The most common one is the Granger-Causality test (Granger\n",
    "1969). Incidentally, this test is not suited to test causal relationships\n",
    "in the strict sense, because the possibility of a post hoc ergo propter hoc\n",
    "fallacy cannot be excluded. This is true for any so called “causality test” in\n",
    "econometrics. It is therefore common practice to say that variables x does\n",
    "granger-cause variable y if variable x helps to predict variable y. Aside\n",
    "of this test, within the function causality() a Wald-type instantaneous\n",
    "causality test is implemented too. It is characterized by testing for nonzero\n",
    "correlation between the error processes of the cause and effect variables.\n",
    "\n",
    "其实严格意义上Granger-Causality test不能真正反映因果关系（格兰杰因果只检验了事件先后发生的关系，不代表真实的因果），因为在其中post hoc ergo propter hoc fallacy(后此谬误)不能被排除。所以我们另外通过Wald-type instantaneous causality test进一步确定trade_times与close price的因果关系，作为我们初步的结果。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "$Granger\n",
       "\n",
       "\tGranger causality H0: Dclose do not Granger-cause Dtrade_times\n",
       "\n",
       "data:  VAR object var.2c\n",
       "F-Test = 3.2658, df1 = 1, df2 = 128, p-value = 0.07309\n",
       "\n",
       "\n",
       "$Instant\n",
       "\n",
       "\tH0: No instantaneous causality between: Dclose and Dtrade_times\n",
       "\n",
       "data:  VAR object var.2c\n",
       "Chi-squared = 5.9275, df = 1, p-value = 0.01491\n",
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "$Granger\n",
       "\n",
       "\tGranger causality H0: Dtrade_times do not Granger-cause Dclose\n",
       "\n",
       "data:  VAR object var.2c\n",
       "F-Test = 11.641, df1 = 1, df2 = 128, p-value = 0.000864\n",
       "\n",
       "\n",
       "$Instant\n",
       "\n",
       "\tH0: No instantaneous causality between: Dtrade_times and Dclose\n",
       "\n",
       "data:  VAR object var.2c\n",
       "Chi-squared = 5.9275, df = 1, p-value = 0.01491\n",
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "causality(var.2c, cause = \"Dclose\")\n",
    "causality(var.2c, cause = \"Dtrade_times\")\n",
    "\n",
    "# plot(irf(var.2c, impulse=\"close\"))\n",
    "# plot(irf(var.2c, impulse=\"trade_times\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 检验\n",
    "# roots(var.2c)\n",
    "# var.2c.stabil <- stability(var.2c, type = \"OLS-CUSUM\")\n",
    "# plot(var.2c.stabil)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<dl>\n",
       "\t<dt>$selection</dt>\n",
       "\t\t<dd><dl class=dl-horizontal>\n",
       "\t<dt>AIC(n)</dt>\n",
       "\t\t<dd>3</dd>\n",
       "\t<dt>HQ(n)</dt>\n",
       "\t\t<dd>3</dd>\n",
       "\t<dt>SC(n)</dt>\n",
       "\t\t<dd>1</dd>\n",
       "\t<dt>FPE(n)</dt>\n",
       "\t\t<dd>3</dd>\n",
       "</dl>\n",
       "</dd>\n",
       "\t<dt>$criteria</dt>\n",
       "\t\t<dd><table>\n",
       "<thead><tr><th></th><th scope=col>1</th><th scope=col>2</th><th scope=col>3</th><th scope=col>4</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>AIC(n)</th><td>5.263000e+01</td><td>5.267834e+01</td><td>5.230244e+01</td><td>5.246800e+01</td></tr>\n",
       "\t<tr><th scope=row>HQ(n)</th><td>5.281423e+01</td><td>5.292398e+01</td><td>5.260949e+01</td><td>5.283646e+01</td></tr>\n",
       "\t<tr><th scope=row>SC(n)</th><td>5.315784e+01</td><td>5.338213e+01</td><td>5.318218e+01</td><td>5.352367e+01</td></tr>\n",
       "\t<tr><th scope=row>FPE(n)</th><td>7.238433e+22</td><td>7.664124e+22</td><td>5.341731e+22</td><td>6.450028e+22</td></tr>\n",
       "</tbody>\n",
       "</table>\n",
       "</dd>\n",
       "</dl>\n"
      ],
      "text/latex": [
       "\\begin{description}\n",
       "\\item[\\$selection] \\begin{description*}\n",
       "\\item[AIC(n)] 3\n",
       "\\item[HQ(n)] 3\n",
       "\\item[SC(n)] 1\n",
       "\\item[FPE(n)] 3\n",
       "\\end{description*}\n",
       "\n",
       "\\item[\\$criteria] \\begin{tabular}{r|llll}\n",
       "  & 1 & 2 & 3 & 4\\\\\n",
       "\\hline\n",
       "\tAIC(n) & 5.263000e+01 & 5.267834e+01 & 5.230244e+01 & 5.246800e+01\\\\\n",
       "\tHQ(n) & 5.281423e+01 & 5.292398e+01 & 5.260949e+01 & 5.283646e+01\\\\\n",
       "\tSC(n) & 5.315784e+01 & 5.338213e+01 & 5.318218e+01 & 5.352367e+01\\\\\n",
       "\tFPE(n) & 7.238433e+22 & 7.664124e+22 & 5.341731e+22 & 6.450028e+22\\\\\n",
       "\\end{tabular}\n",
       "\n",
       "\\end{description}\n"
      ],
      "text/markdown": [
       "$selection\n",
       ":   AIC(n)\n",
       ":   3HQ(n)\n",
       ":   3SC(n)\n",
       ":   1FPE(n)\n",
       ":   3\n",
       "\n",
       "\n",
       "$criteria\n",
       ":   \n",
       "| <!--/--> | 1 | 2 | 3 | 4 | \n",
       "|---|---|---|---|\n",
       "| AIC(n) | 5.263000e+01 | 5.267834e+01 | 5.230244e+01 | 5.246800e+01 | \n",
       "| HQ(n) | 5.281423e+01 | 5.292398e+01 | 5.260949e+01 | 5.283646e+01 | \n",
       "| SC(n) | 5.315784e+01 | 5.338213e+01 | 5.318218e+01 | 5.352367e+01 | \n",
       "| FPE(n) | 7.238433e+22 | 7.664124e+22 | 5.341731e+22 | 6.450028e+22 | \n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "$selection\n",
       "AIC(n)  HQ(n)  SC(n) FPE(n) \n",
       "     3      3      1      3 \n",
       "\n",
       "$criteria\n",
       "                  1            2            3            4\n",
       "AIC(n) 5.263000e+01 5.267834e+01 5.230244e+01 5.246800e+01\n",
       "HQ(n)  5.281423e+01 5.292398e+01 5.260949e+01 5.283646e+01\n",
       "SC(n)  5.315784e+01 5.338213e+01 5.318218e+01 5.352367e+01\n",
       "FPE(n) 7.238433e+22 7.664124e+22 5.341731e+22 6.450028e+22\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 扩张期\n",
    "sg.data.up <- sg.data[sg.data$year<=2007, ]\n",
    "sg.data.up <- subset(sg.data.up, select = c(\"Dclose\", \"Dtrade_times\"))\n",
    "VARselect(sg.data.up, lag.max=4, type='const', season=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "VAR Estimation Results:\n",
       "========================= \n",
       "Endogenous variables: Dclose, Dtrade_times \n",
       "Deterministic variables: const \n",
       "Sample size: 39 \n",
       "Log Likelihood: -1122.717 \n",
       "Roots of the characteristic polynomial:\n",
       "0.5799 0.5799\n",
       "Call:\n",
       "VAR(y = sg.data.up, p = 1, type = \"const\", season = 4L)\n",
       "\n",
       "\n",
       "Estimation results for equation Dclose: \n",
       "======================================= \n",
       "Dclose = Dclose.l1 + Dtrade_times.l1 + const + sd1 + sd2 + sd3 \n",
       "\n",
       "                  Estimate Std. Error t value Pr(>|t|)    \n",
       "Dclose.l1        8.090e-01  1.148e-01   7.045 4.62e-08 ***\n",
       "Dtrade_times.l1  3.307e-08  2.410e-08   1.372   0.1792    \n",
       "const            2.613e+01  3.086e+01   0.847   0.4033    \n",
       "sd1              1.694e+02  9.034e+01   1.875   0.0697 .  \n",
       "sd2              6.129e+01  9.249e+01   0.663   0.5121    \n",
       "sd3             -5.703e+01  8.868e+01  -0.643   0.5246    \n",
       "---\n",
       "Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1\n",
       "\n",
       "\n",
       "Residual standard error: 181.7 on 33 degrees of freedom\n",
       "Multiple R-Squared: 0.6709,\tAdjusted R-squared: 0.621 \n",
       "F-statistic: 13.45 on 5 and 33 DF,  p-value: 3.501e-07 \n",
       "\n",
       "\n",
       "Estimation results for equation Dtrade_times: \n",
       "============================================= \n",
       "Dtrade_times = Dclose.l1 + Dtrade_times.l1 + const + sd1 + sd2 + sd3 \n",
       "\n",
       "                  Estimate Std. Error t value Pr(>|t|)  \n",
       "Dclose.l1       -1.646e+06  8.731e+05  -1.886   0.0682 .\n",
       "Dtrade_times.l1  3.484e-01  1.832e-01   1.902   0.0660 .\n",
       "const            2.315e+08  2.346e+08   0.987   0.3309  \n",
       "sd1              5.788e+08  6.869e+08   0.843   0.4055  \n",
       "sd2              1.967e+08  7.032e+08   0.280   0.7815  \n",
       "sd3             -1.150e+09  6.743e+08  -1.706   0.0974 .\n",
       "---\n",
       "Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1\n",
       "\n",
       "\n",
       "Residual standard error: 1.382e+09 on 33 degrees of freedom\n",
       "Multiple R-Squared: 0.336,\tAdjusted R-squared: 0.2354 \n",
       "F-statistic:  3.34 on 5 and 33 DF,  p-value: 0.015 \n",
       "\n",
       "\n",
       "\n",
       "Covariance matrix of residuals:\n",
       "                Dclose Dtrade_times\n",
       "Dclose       3.302e+04    1.211e+11\n",
       "Dtrade_times 1.211e+11    1.909e+18\n",
       "\n",
       "Correlation matrix of residuals:\n",
       "             Dclose Dtrade_times\n",
       "Dclose       1.0000       0.4822\n",
       "Dtrade_times 0.4822       1.0000\n",
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>0.579929282642629</li>\n",
       "\t<li>0.579929282642629</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 0.579929282642629\n",
       "\\item 0.579929282642629\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 0.579929282642629\n",
       "2. 0.579929282642629\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] 0.5799293 0.5799293"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "var.up <- VAR(sg.data.up, p=1, type = \"const\", season = 4)\n",
    "summary(var.up)\n",
    "roots(var.up)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "图一：此时，在经济形势大好，股市乐观的时期，大部分投资者会选择跟风进入股市，但短时间大量资金的涌入会使得股市“过热”，交易量攀升，但是等热度过去后，股市会进入“冷却”期，交易量又会下跌，最后又趋于稳定。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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u2rVjD7GjSQzEy1QwAAoDcUO52Ij4/v3r37okWLQkJCJkyYICIffvhht27dxo4d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\nnSDYAQAA6ATBDgAAQCf+BWTgwgA8C/rqAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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uajODtLSAjTFAMANIpip2Gpqanh4eGurq4l7OPi4tKtW7fk5GS7pdI81p8AAGgW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FjoiIiMhEsNgRERERmQgWOyIiIiITwWJHREREZH2c0cEAABE0SURBVCJY7IiIiIhM\nBIsdERERkYlgsSMiIiIyESx2RERERCaCxY6IiIjIRLDYEREREZkIFjsiIiIiE8FiR0RERGQi\nWOyIiIiITASLHREREZGJYLEjIiIiMhEsdkREREQmgsWOiIiIyESw2BERERGZCBY7IiIiIhPB\nYkdERERkIljsiIiIiEwEix0RERGRiWCxIyIiIjIRLHZEREREJoLFjoiIiMhEsNgRERERmQgW\nOyIiIiITwWJHREREZCJY7IiIiIhMBIsdERERkYlgsSMiIiIyESx2RERERCaCxY6IiIjIRLDY\nERlIWlra+PHjmzZt6uTkFBoaOmvWrMzMzMILDBgwIPQhK1euLHm1arW6yHokN2/etLGxOXjw\n4GODLV26VPFflpaW9evXHzFiRGJi4hN9R9Ozf//+l156ycfHx8bGpnbt2l26dNm9e3eRZRQK\nRd26dctxo6tWrXJ2dn54ukajmTt3rq+vr7W1ta+v77vvvqvRaJ5oASIyfXoiqnhJSUm1atUC\nEBwcPHDgwDp16gBo165dXl6etIBWq7W2tn74T+i0adMetc5Lly61b9/ezMzMzMysffv2ly5d\nKjx3+PDhXbp0KU22Tz75BEDTpk0j/xUWFubh4QGgWrVqd+7ceZovXtiPP/4IYN26dRW0fPnS\narVjxoyR9oKXl1fHjh0bNmwovR0xYkThJQH4+vqW13Y1Gk1gYKBSqSwyXafTDRgwAIC3t3ef\nPn28vLwA9O/fX6fTlXIBIqoMWOyIDGHQoEEAFi9eLL3NycmR/g7+8ccfpSnXr18HMGHChFKu\nMD093dfX19fXd9myZUuXLq1du7afn59arZbmXrhwwcLC4uTJk6VZlVTsFi5cWHhiTk7OsGHD\nAIwbN66UkR5LXsVuxowZAOrUqXPq1KmCiadPn/b39wfw1VdfFUwsr2KXkJCwc+fOzp07A3i4\n2J04cUL6h0FWVpZer8/KygoKCgJQsJcfuwARVQYsdkQVLjc318rKqkmTJoWPnahUKhsbm/Dw\ncOntvn37ACxfvryU65RKzz///CO9jYuLA7B7927pbd++ffv161fKVRVb7PR6fXx8PIBnn322\nlOspZWZZFLuLFy9aWFi4ubndvXu3yKwzZ84AaN68ecGU8ip29vb2BUdqHy52o0ePBnDw4MGC\nKdJ59oLm/dgFiKgy4DV2RBXun3/+yc3NbdmypUKhKJjo6uraoEGDgmvgpBbl5+dXynVmZmYq\nFApXV1fprZubG4CMjAwAp06d2rp165w5c8olvIODQ8HrlJSUUaNGNWnSxMHBISAg4M033yxy\neV8JC3Tu3DkiIgJAVFSUQqG4d+8eAJ1Ot2bNmuDgYGdn5ypVqrRt27bgCrZilx85cqSbm5tO\npxs/fryjo+PSpUulhf/8888XX3zRx8fH2tra29u7d+/eJ0+eLEjl4eExePDgixcvDho0qEaN\nGj4+Pn369Ll48WIJ33rVqlV5eXmTJk2SfrCFNWnSpH///nq9PikpqSw/0EfbsGHDtm3btm3b\nJp21L2Lnzp3Ozs4hISEFU0JCQpydnXfs2FHKBR5W7M+zW7duhXc6gLy8PIVCMXDgwIJPOTs7\n5+XlzZ49u2bNmra2tk2aNFm9enXB8iXsViKqcKKbJZHpkzpE3759i0yvX78+AOn86dSpUwHM\nmzcvICDAzs7O399/6NChiYmJj1pnUlKSi4tLx44d//jjj2PHjrVr165KlSr37t3T6/WdO3d+\n5ZVXSh+v5FOx33zzjTTl1q1bNWrUANCyZcuoqKgmTZoAqF+//v3790uzwJ49e8aOHQvglVde\n+fLLL6XThVL7VCqVPXr0ePHFF+3s7MzMzPbv3/+o5UeMGFGlSpVZs2YBcHFx+frrr/V6/aVL\nl5RKpbm5eZcuXaKjoxs3biyt88aNG1Iwd3f3tm3burq6enp6vvjii1L1cXR0PHr06KN+Ju3a\ntQOQkJBQmh8gyvUaO71e36xZsyJH7HQ6nY2NTcuWLYss2bJlS3t7+9IsUKxif57h4eFFPiLd\ngfHyyy8XfEqpVA4ZMsTLy2vUqFEjRoyQjjV+99130gIl7FYiqmgsdkQVLi8vz9bW1t3dPSMj\no2Di6dOnzczM8O/p1L59+wJQKBRBQUEDBgxo0KABAFdX1yK3RBT222+/eXt7S/9C8/HxOXDg\ngF6v379/v7W1dUGnKY1ib57w9PS0sLCYN29ewenj4cOHA1iwYIH0VqfTvfXWWwBmzJhRygWK\nnFrV6XRVqlSpWbNmenq6NGX//v0ABg8eXOzyer1+xIgRZmZmXl5e0peVSBfDffvttwVTFixY\ngEKXwbm7uwN47rnnUlNTpSnr16+XpjzqxgIfHx87O7tS3nZggGKXmpoK4IUXXiiyZFhYGICM\njIzHLlDshor9eZam2AGoV69eUlKSNOW3334DIB3IfOxuJaIKxWJHZAjTp08H0LVr17///js1\nNfWnn36qXbu21MmkYte6dWtHR8eCdqLVaqXjKJ06dSphtVlZWbGxsbGxsdnZ2Xq9XqfTtW7d\neuLEiQULpKSkaDSakrNJxa5Y3bt3l44a5uTkmJubN27cWKvVFt66h4dH1apVS7OA/qGilpOT\nY2ZmVqdOnYKEWq32yJEjf/31V7HL6/+tFCtXriyc/5dffvn8888Lf03pxF/BMUip2P3555+F\nP9W1a1cA586de/gHotFoFAqFv79/yT+3AgYodlevXgUQGRlZZMnevXsDuHbt2mMXKHZDxf48\nS1ns1q9fX7CATqezt7fv0KGDvhS7lYgqFK+xIzKEt99++8UXX9y1a1eDBg2USmWXLl0aN24s\nne/z9PQEcPjw4bS0tMjISGl5MzOz6dOn+/v77969W7pyrljS2beWLVtKQ6Xs3LkzLi5uypQp\nAE6ePBkQEODi4qJUKseOHZudnV1ywsKnYnU6XUJCwnvvvffDDz+EhYXl5eVdvXpVq9U+//zz\n0lHGgq23atXq7t27qampj13g4S1aWVmFh4dfvny5efPmixYt+uuvvwCEhIQUjCryKM8991zh\ntx06dBg+fLiFhYVUcxcvXjxx4sQiH/H09GzWrFnhKdLNp5cuXXp4/RYWFs7Oznfv3i05hiG5\nuLjg32soC0tPTwfg7Oz82AVKWHmRn2cpSbfcShQKhY2NjfS6zLuViMoFix2RIdja2m7atCkm\nJua9996bPn36jh07tm3bplarnZyc7Ozsiv2Iubl5cHAwgL///rs0m9DpdNOmTZOu979z507H\njh0VCsUXX3wxbty4zz77TGp7paRQKDw9Pd9+++3evXufPXt27969CQkJAKRDX4VJrfTmzZuP\nXaDYDX3zzTdTpkxRqVTjx49v3Lixl5fXuHHjVCpVyfGK3NCQmpo6ceLExo0bOzo6hoSErF69\n2sfHp8hHqlevXmSKNMzbjRs3it2Ev79/SkpKcnJysXP37NkzcuTIn3/+ueSc5cjR0dHGxiYl\nJaXI9JSUFDs7O0dHx8cuUMLKH75BpAi9Xv9EnyrbbiWicsFiR2QgCoWiXbt2b7/99rvvvhse\nHq7T6f7555969eoByMnJuX379sOHWywsLAAolcrSrH/jxo0JCQnjx48HsGbNGr1e/+uvvw4d\nOvS999575513Pv3005ycnCfN3KpVKwCXL1+WitGdO3eKLCBN8fT0fOwCxa7fwcFh3rx5t27d\nOn78+IIFC6pXr7548eKwsDCdTldCKnNz88JvBw0a9PHHH7du3Xr79u1paWmnT5+eOXNmkY88\nfAfr7du3AUjjMD9MugNjy5Ytxc5dsWLFihUrLC0tSwhZvqSqHR8fX/gno9Vqr1y54unpKT0v\npOQFSlh5kZ/nw4o9eFnCOsu2W4moXLDYERnCkCFDIiIiCv/Ftnfv3uTk5OjoaABJSUmenp6D\nBw8u/BG9Xn/8+HHp2VCPXb9Go5k5c+a0adOkYzNXrlzx9/cvOAHXqlWrvLy8Rx2dKoF0HK5G\njRq1atUyNzeXbmwsmJuTk3PkyBFXV1dXV9fHLvDwyi9fvjxr1qyYmBgzM7MWLVpMmDDh+PHj\n7du3P3Xq1LVr10qZMCMj46effoqMjFy5cqV0cRgA6YKzwm7evCkNKFNgz549AKTRhh82dOhQ\nALNnz374JPLly5d/+ukna2vr1q1blzJkuQgPD1epVNIoxJITJ06oVKrw8PBSLlB6ubm5Wq22\n4G1sbGzpP1suu5WIyozFjsgQnJycduzYsWrVKuntnTt3xo0bZ2Nj8/LLLwPw8fEJDQ3dtm3b\nrl27pAX0ev1HH30UFxc3cuTIxx5QAfDFF1/k5uaOHDlSetuwYcO4uLiCJvfzzz/b2toWOzpa\nCc6ePfvFF1/Y2dkFBQVZWVkNGTIkLi5u8eLF0lydTjd9+vSEhIRXX30VwGMXKFBw4NDMzGz2\n7NmTJ0/Ozc2VpuTm5qamppqbm1etWvXh5Yul0Whyc3Ol2zOlKTdu3JDuO8nKyipYTK/Xjxkz\npmDKxo0bt2/fHhwcLB2Ze1jr1q2jo6MTExMDAwMLD4l38eLFvn37ZmVlvfPOO7a2tsV+Nisr\n6+rVq7du3SohdhkMGTIEwPTp06XKlZeXJ90OLE0vzQKl5ObmptFofv31V+ltSkrKO++8U/qP\nl3K3ElFFEXDDBlHlc+fOHemsX4cOHXr27CkdSyt8N+LZs2elo03t27d/+eWXpUHgmjRpUjBC\nRwnUarWnp+cXX3xRMCU1NbVGjRpeXl5Tp07t378/gPfee+9RH394uJPIyMjQ0FArKysAixYt\nkha7deuWdO1aUFBQVFSUVImKjGNX8gIxMTHSl5o6dWp6erpOp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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(irf(var.up, impulse=\"Dclose\", response=\"Dtrade_times\", boot=T, run=100, n.ahead=30))\n",
    "plot(irf(var.up, impulse=\"Dtrade_times\", response=\"Dclose\",n.ahead = 30))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<dl>\n",
       "\t<dt>$selection</dt>\n",
       "\t\t<dd><dl class=dl-horizontal>\n",
       "\t<dt>AIC(n)</dt>\n",
       "\t\t<dd>1</dd>\n",
       "\t<dt>HQ(n)</dt>\n",
       "\t\t<dd>1</dd>\n",
       "\t<dt>SC(n)</dt>\n",
       "\t\t<dd>1</dd>\n",
       "\t<dt>FPE(n)</dt>\n",
       "\t\t<dd>1</dd>\n",
       "</dl>\n",
       "</dd>\n",
       "\t<dt>$criteria</dt>\n",
       "\t\t<dd><table>\n",
       "<thead><tr><th></th><th scope=col>1</th><th scope=col>2</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>AIC(n)</th><td>5.427113e+01</td><td>5.466279e+01</td></tr>\n",
       "\t<tr><th scope=row>HQ(n)</th><td>5.424577e+01</td><td>5.462053e+01</td></tr>\n",
       "\t<tr><th scope=row>SC(n)</th><td>5.454501e+01</td><td>5.511926e+01</td></tr>\n",
       "\t<tr><th scope=row>FPE(n)</th><td>3.762795e+23</td><td>5.866097e+23</td></tr>\n",
       "</tbody>\n",
       "</table>\n",
       "</dd>\n",
       "</dl>\n"
      ],
      "text/latex": [
       "\\begin{description}\n",
       "\\item[\\$selection] \\begin{description*}\n",
       "\\item[AIC(n)] 1\n",
       "\\item[HQ(n)] 1\n",
       "\\item[SC(n)] 1\n",
       "\\item[FPE(n)] 1\n",
       "\\end{description*}\n",
       "\n",
       "\\item[\\$criteria] \\begin{tabular}{r|ll}\n",
       "  & 1 & 2\\\\\n",
       "\\hline\n",
       "\tAIC(n) & 5.427113e+01 & 5.466279e+01\\\\\n",
       "\tHQ(n) & 5.424577e+01 & 5.462053e+01\\\\\n",
       "\tSC(n) & 5.454501e+01 & 5.511926e+01\\\\\n",
       "\tFPE(n) & 3.762795e+23 & 5.866097e+23\\\\\n",
       "\\end{tabular}\n",
       "\n",
       "\\end{description}\n"
      ],
      "text/markdown": [
       "$selection\n",
       ":   AIC(n)\n",
       ":   1HQ(n)\n",
       ":   1SC(n)\n",
       ":   1FPE(n)\n",
       ":   1\n",
       "\n",
       "\n",
       "$criteria\n",
       ":   \n",
       "| <!--/--> | 1 | 2 | \n",
       "|---|---|---|---|\n",
       "| AIC(n) | 5.427113e+01 | 5.466279e+01 | \n",
       "| HQ(n) | 5.424577e+01 | 5.462053e+01 | \n",
       "| SC(n) | 5.454501e+01 | 5.511926e+01 | \n",
       "| FPE(n) | 3.762795e+23 | 5.866097e+23 | \n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "$selection\n",
       "AIC(n)  HQ(n)  SC(n) FPE(n) \n",
       "     1      1      1      1 \n",
       "\n",
       "$criteria\n",
       "                  1            2\n",
       "AIC(n) 5.427113e+01 5.466279e+01\n",
       "HQ(n)  5.424577e+01 5.462053e+01\n",
       "SC(n)  5.454501e+01 5.511926e+01\n",
       "FPE(n) 3.762795e+23 5.866097e+23\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 紧缩期间\n",
    "sg.data.down <- sg.data[sg.data$year>=2011, ]\n",
    "sg.data.down <- subset(sg.data.down, select = c(\"Dclose\", \"Dtrade_times\"))\n",
    "VARselect(sg.data.down, lag.max=2, type='const')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "VAR Estimation Results:\n",
       "========================= \n",
       "Endogenous variables: Dclose, Dtrade_times \n",
       "Deterministic variables: const \n",
       "Sample size: 15 \n",
       "Log Likelihood: -443.587 \n",
       "Roots of the characteristic polynomial:\n",
       "0.8497 0.106\n",
       "Call:\n",
       "VAR(y = sg.data.down, p = 1, type = \"const\")\n",
       "\n",
       "\n",
       "Estimation results for equation Dclose: \n",
       "======================================= \n",
       "Dclose = Dclose.l1 + Dtrade_times.l1 + const \n",
       "\n",
       "                  Estimate Std. Error t value Pr(>|t|)  \n",
       "Dclose.l1       -2.623e-01  3.894e-01  -0.674   0.5134  \n",
       "Dtrade_times.l1  4.509e-08  1.789e-08   2.521   0.0269 *\n",
       "const           -3.342e+01  4.519e+01  -0.739   0.4739  \n",
       "---\n",
       "Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1\n",
       "\n",
       "\n",
       "Residual standard error: 156.7 on 12 degrees of freedom\n",
       "Multiple R-Squared: 0.3887,\tAdjusted R-squared: 0.2868 \n",
       "F-statistic: 3.815 on 2 and 12 DF,  p-value: 0.0522 \n",
       "\n",
       "\n",
       "Estimation results for equation Dtrade_times: \n",
       "============================================= \n",
       "Dtrade_times = Dclose.l1 + Dtrade_times.l1 + const \n",
       "\n",
       "                  Estimate Std. Error t value Pr(>|t|)\n",
       "Dclose.l1       -3.853e+06  1.237e+07  -0.312    0.761\n",
       "Dtrade_times.l1  1.006e+00  5.681e-01   1.771    0.102\n",
       "const            1.211e+09  1.435e+09   0.844    0.415\n",
       "\n",
       "\n",
       "Residual standard error: 4.977e+09 on 12 degrees of freedom\n",
       "Multiple R-Squared: 0.2562,\tAdjusted R-squared: 0.1323 \n",
       "F-statistic: 2.067 on 2 and 12 DF,  p-value: 0.1693 \n",
       "\n",
       "\n",
       "\n",
       "Covariance matrix of residuals:\n",
       "                Dclose Dtrade_times\n",
       "Dclose       2.456e+04    5.901e+11\n",
       "Dtrade_times 5.901e+11    2.477e+19\n",
       "\n",
       "Correlation matrix of residuals:\n",
       "             Dclose Dtrade_times\n",
       "Dclose       1.0000       0.7566\n",
       "Dtrade_times 0.7566       1.0000\n",
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "var.down <- VAR(sg.data.down, p=1, type = \"const\")\n",
    "# names(var.down)\n",
    "summary(var.down)\n",
    "# plot(var.down)\n",
    "# causality(var.down, cause = \"close\")$Granger\n",
    "# causality(var.down, cause = \"trade_times\")$Granger"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Rvt5c2bN0tLS8vrwqFDhyrdzunTp7/4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\n3d1dMkTHg8MEvMXyAj/grNzcXCLq0aPHe9u9vLyIKDc3l0kqW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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ICiUOygSVZr3pUnFBkZkpgo1697PBAAADpAsYMmFTJi98UXsm2bZ9MAAKAPFDto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52d7e3sbGRqFQiI5TCrfo6Fnx8YiKQmCg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\nECX+BaluzKDBBGVrAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(irf(var.down, impulse=\"Dclose\", response=\"Dtrade_times\", n.ahead = 30)) \n",
    "plot(irf(var.down, impulse=\"Dtrade_times\", response=\"Dclose\", n.ahead = 30))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<dl>\n",
       "\t<dt>$selection</dt>\n",
       "\t\t<dd><dl class=dl-horizontal>\n",
       "\t<dt>AIC(n)</dt>\n",
       "\t\t<dd>2</dd>\n",
       "\t<dt>HQ(n)</dt>\n",
       "\t\t<dd>2</dd>\n",
       "\t<dt>SC(n)</dt>\n",
       "\t\t<dd>2</dd>\n",
       "\t<dt>FPE(n)</dt>\n",
       "\t\t<dd>2</dd>\n",
       "</dl>\n",
       "</dd>\n",
       "\t<dt>$criteria</dt>\n",
       "\t\t<dd><table>\n",
       "<thead><tr><th></th><th scope=col>1</th><th scope=col>2</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>AIC(n)</th><td>5.300477e+01</td><td>5.274753e+01</td></tr>\n",
       "\t<tr><th scope=row>HQ(n)</th><td>5.280561e+01</td><td>5.241559e+01</td></tr>\n",
       "\t<tr><th scope=row>SC(n)</th><td>5.318633e+01</td><td>5.305011e+01</td></tr>\n",
       "\t<tr><th scope=row>FPE(n)</th><td>1.086972e+23</td><td>9.854039e+22</td></tr>\n",
       "</tbody>\n",
       "</table>\n",
       "</dd>\n",
       "</dl>\n"
      ],
      "text/latex": [
       "\\begin{description}\n",
       "\\item[\\$selection] \\begin{description*}\n",
       "\\item[AIC(n)] 2\n",
       "\\item[HQ(n)] 2\n",
       "\\item[SC(n)] 2\n",
       "\\item[FPE(n)] 2\n",
       "\\end{description*}\n",
       "\n",
       "\\item[\\$criteria] \\begin{tabular}{r|ll}\n",
       "  & 1 & 2\\\\\n",
       "\\hline\n",
       "\tAIC(n) & 5.300477e+01 & 5.274753e+01\\\\\n",
       "\tHQ(n) & 5.280561e+01 & 5.241559e+01\\\\\n",
       "\tSC(n) & 5.318633e+01 & 5.305011e+01\\\\\n",
       "\tFPE(n) & 1.086972e+23 & 9.854039e+22\\\\\n",
       "\\end{tabular}\n",
       "\n",
       "\\end{description}\n"
      ],
      "text/markdown": [
       "$selection\n",
       ":   AIC(n)\n",
       ":   2HQ(n)\n",
       ":   2SC(n)\n",
       ":   2FPE(n)\n",
       ":   2\n",
       "\n",
       "\n",
       "$criteria\n",
       ":   \n",
       "| <!--/--> | 1 | 2 | \n",
       "|---|---|---|---|\n",
       "| AIC(n) | 5.300477e+01 | 5.274753e+01 | \n",
       "| HQ(n) | 5.280561e+01 | 5.241559e+01 | \n",
       "| SC(n) | 5.318633e+01 | 5.305011e+01 | \n",
       "| FPE(n) | 1.086972e+23 | 9.854039e+22 | \n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "$selection\n",
       "AIC(n)  HQ(n)  SC(n) FPE(n) \n",
       "     2      2      2      2 \n",
       "\n",
       "$criteria\n",
       "                  1            2\n",
       "AIC(n) 5.300477e+01 5.274753e+01\n",
       "HQ(n)  5.280561e+01 5.241559e+01\n",
       "SC(n)  5.318633e+01 5.305011e+01\n",
       "FPE(n) 1.086972e+23 9.854039e+22\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 变革期\n",
    "sg.data.chg <- sg.data[(sg.data$year>2007)&(sg.data$year<=2010), ]\n",
    "# head(sg.data.chg)\n",
    "sg.data.chg <- subset(sg.data.chg, select = c(\"Dclose\", \"Dtrade_times\"))\n",
    "VARselect(sg.data.chg, lag.max=2, type='const')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "var.chg <- VAR(sg.data.chg, p=2, type = \"const\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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LTx8uXL1vj7mef69evx8fEFT4v++eef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Lw+GMGjWqu1dXV8Off8LhwwJPs38/GBnB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\nF2aPAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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h+QslduOPfu3YuOjq5WrVrJ6aTQ57rk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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(irf(var.chg, impulse=\"Dclose\", response=\"Dtrade_times\", n.ahead = 30)) \n",
    "plot(irf(var.chg, impulse=\"Dtrade_times\", response=\"Dclose\", n.ahead = 30))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R 3.3",
   "language": "R",
   "name": "ir33"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "3.4.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
